trying to understand the situation you are having.

By saying 'kills the appllication', is that a leak in the application
itself, or the workers being the root cause?  Also are you running ML
models inside Python SDK DoFn's?  Then I suppose it is running some
predictions rather than model training?

On Thu, Nov 15, 2018 at 1:08 PM Rakesh Kumar <[email protected]> wrote:

> I am using *Beam Python SDK *to run my app in production. The app is
> running machine learning models. I am noticing some memory leak which
> eventually kills the application. I am not sure the source of memory leak.
> Currently, I am using object graph
> <https://mg.pov.lt/objgraph/#memory-leak-example> to dump the memory
> stats. I hope I will get some useful information out of this. I have also
> looked into Guppy library <https://pypi.org/project/guppy/> and they are
> almost the same.
>
> Do you guys have any recommendation for debugging this issue? Do we have
> any tooling in the SDK that can help to debug it?
> Please feel free to share your experience if you have debugged similar
> issues in past.
>
> Thank you,
> Rakesh
>


-- 
================
Ruoyun  Huang

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